{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "共计用时0.38s\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# here put the import lib\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "import time\n",
    "\n",
    "t1 = time.time()\n",
    "\n",
    "# 构造数据\n",
    "np.random.seed(1503)\n",
    "# 构造单一年份数据\n",
    "x = np.arange(1, 13)\n",
    "y = np.sin(x)\n",
    "# 构造十年数据以计算均值和置信区间\n",
    "year = 10\n",
    "ys = []\n",
    "# 利用随机数添加一些误差\n",
    "for i in range(year):\n",
    "    ys.append(y + np.random.rand(len(y)) + np.random.randint(1, 5, size=(len(y),)))\n",
    "ys = np.asarray(ys).reshape(\n",
    "    -1,\n",
    ")\n",
    "xs = x.tolist() * year\n",
    "\n",
    "fig, ax1 = plt.subplots(1, 1)\n",
    "sns.lineplot(x=xs, y=ys, ax=ax1)\n",
    "plt.xlim(0, 14)\n",
    "plt.xticks(np.arange(0, 15, 2))\n",
    "plt.ylim(0, 6)\n",
    "plt.xlabel(\"xlabel\")\n",
    "plt.ylabel(\"ylabel\")\n",
    "plt.tight_layout()\n",
    "\n",
    "t2 = time.time()\n",
    "print(\"共计用时{:.2f}s\".format(t2 - t1))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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